Text-to-Image Generation on Qwen-Image
1.295Image RewardT = 50
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| T = 50Speedup=1.00×, Latency (s)=12.53, NFE=100, Resolution=512×5122026.05 | 1.295 | — | — | — | 0.3156 | — | — | — | — | |
| VDE-slowSpeedup=2.04×, Latency (s)=6.14, NFE=48, Resolution=512×5122026.05 | 1.295 | — | — | — | 0.3159 | 0.0691 | 0.9362 | 28.58 | — | |
| STORKNFE=502026.05 | 1.2934 | — | — | — | — | — | — | — | — | |
| CAB-3NFE=50, gamma=0.22026.05 | 1.292 | — | — | — | — | — | — | — | — | |
| VDE-fastSpeedup=2.70×, Latency (s)=4.64, NFE=36, Resolution=512×5122026.05 | 1.287 | — | — | — | 0.3163 | 0.1096 | 0.8967 | 25.46 | — | |
| CAB-2NFE=502026.05 | 1.2866 | — | — | — | — | — | — | — | — | |
| T = 18Speedup=2.71×, Latency (s)=4.62, NFE=36, Resolution=512×5122026.05 | 1.286 | — | — | — | 0.3164 | 0.2403 | 0.7654 | 19.84 | — | |
| STORKNFE=302026.05 | 1.2855 | — | — | — | — | — | — | — | — | |
| AB3NFE=402026.05 | 1.2852 | — | — | — | — | — | — | — | — | |
| AB3NFE=502026.05 | 1.2844 | — | — | — | — | — | — | — | — | |
| AB3NFE=302026.05 | 1.2843 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=502026.05 | 1.284 | — | — | — | — | — | — | — | — | |
| AB2NFE=402026.05 | 1.2838 | — | — | — | — | — | — | — | — | |
| EulerNFE=502026.05 | 1.2824 | — | — | — | — | — | — | — | — | |
| Easycache-slowSpeedup=1.97×, Latency (s)=6.36, Resolution=512×5122026.05 | 1.282 | — | — | — | 0.3153 | 0.1445 | 0.8708 | 23.83 | — | |
| AB2NFE=502026.05 | 1.2818 | — | — | — | — | — | — | — | — | |
| T = 24Speedup=2.06×, Latency (s)=6.09, NFE=48, Resolution=512×5122026.05 | 1.281 | — | — | — | 0.3158 | 0.1744 | 0.8293 | 22.31 | — | |
| AB2NFE=302026.05 | 1.2809 | — | — | — | — | — | — | — | — | |
| EulerNFE=402026.05 | 1.2806 | — | — | — | — | — | — | — | — | |
| CAB-3NFE=40, gamma=0.22026.05 | 1.2746 | — | — | — | — | — | — | — | — | |
| HeunNFE=502026.05 | 1.2738 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=302026.05 | 1.2729 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=402026.05 | 1.2707 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=402026.05 | 1.2669 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=302026.05 | 1.2655 | — | — | — | — | — | — | — | — | |
| STORKNFE=402026.05 | 1.2654 | — | — | — | — | — | — | — | — | |
| EulerNFE=302026.05 | 1.2644 | — | — | — | — | — | — | — | — | |
| CAB-3NFE=30, gamma=0.22026.05 | 1.2584 | — | — | — | — | — | — | — | — | |
| HeunNFE=402026.05 | 1.2543 | — | — | — | — | — | — | — | — | |
| 50 stepsSampling steps=502026.03 | 1.23 | 12,917.56 | 127.1 | — | 33.74 | — | — | — | — | |
| TAPN=42026.03 | 1.23 | 3,617.43 | 40.96 | 3.57 | 33.8 | 0.22 | 0.81 | 20.13 | — | |
| CAB-2NFE=202026.05 | 1.2026 | — | — | — | — | — | — | — | — | |
| 50% stepsSampling steps=252026.03 | 1.2 | 6,458.78 | 63.54 | 2 | 33.77 | 0.28 | 0.77 | 18.35 | — | |
| CAB-3NFE=20, gamma=0.22026.05 | 1.1921 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=202026.05 | 1.1912 | — | — | — | — | — | — | — | — | |
| TAPN=52026.03 | 1.19 | 3,100.76 | 34.21 | 4.17 | 33.55 | 0.27 | 0.78 | 18.72 | — | |
| OriginalSampling Steps=502026.01 | 1.18 | 10,928.6 | 32.68 | 1 | 33.626 | — | — | — | — | |
| TeaCachel=0.82026.03 | 1.18 | 3,621.18 | 52.64 | 3.57 | 33.52 | 0.27 | 0.79 | 19.07 | — | |
| TaylorSeerN=4, O=22026.03 | 1.18 | 3,617.96 | 44.37 | 3.57 | 33.44 | 0.3 | 0.76 | 18.02 | — | |
| AB3NFE=202026.05 | 1.1768 | — | — | — | — | — | — | — | — | |
| STORKNFE=202026.05 | 1.1756 | — | — | — | — | — | — | — | — | |
| AB2NFE=202026.05 | 1.1686 | — | — | — | — | — | — | — | — | |
| TeaCachel=1.02026.03 | 1.16 | 3,276.45 | 47.84 | 3.94 | 33.47 | 0.34 | 0.73 | 18.13 | — | |
| TaylorSeerN=5, O=22026.03 | 1.16 | 3,101.3 | 40.7 | 4.17 | 33.37 | 0.39 | 0.7 | 16.18 | — | |
| MeanCacheB=152026.01 | 1.159 | 3,291.75 | 11.45 | 2.85 | 33.636 | 0.075 | 0.938 | 27.663 | — | |
| EulerNFE=202026.05 | 1.1545 | — | — | — | — | — | — | — | — | |
| MeanCacheB=132026.01 | 1.147 | 2,855.35 | 9.09 | 3.6 | 33.799 | 0.113 | 0.907 | 24.802 | — | |
| MeanCacheB=102026.01 | 1.142 | 2,200.77 | 7.16 | 4.56 | 33.621 | 0.236 | 0.815 | 18.983 | — | |
| HeunNFE=302026.05 | 1.1344 | — | — | — | — | — | — | — | — | |
| Uniform SamplingSampling Steps=30% steps2026.01 | 1.128 | 3,291.75 | 9.86 | 3.31 | 33.026 | 0.363 | 0.727 | 15.826 | — | |
| Teacache-slowSpeedup=1.75×, Latency (s)=7.17, Resolution=512×5122026.05 | 1.121 | — | — | — | 0.3118 | 0.4495 | 0.5573 | 13.99 | — | |
| TeaCachel=0.62026.01 | 1.087 | 5,481.27 | 18.52 | 1.76 | 32.598 | 0.416 | 0.698 | 14.902 | — | |
| SODACondition=Proposed Method2026.03 | 1.0352 | — | 40.74 | 1.8 | 35.72 | — | — | — | — | |
| OriginCondition=Baseline2026.03 | 1.0242 | — | 73.43 | 1 | 35.69 | — | — | — | — | |
| DBCacher=0.62026.01 | 1.016 | 2,703 | 11.92 | 2.74 | 33.435 | 0.298 | 0.825 | 22.221 | — | |
| HeunNFE=202026.05 | 1.0057 | — | — | — | — | — | — | — | — | |
| Easycache-fastSpeedup=2.71×, Latency (s)=4.62, Resolution=512×5122026.05 | 0.992 | — | — | — | 0.3209 | 0.4239 | 0.7027 | 19.84 | — | |
| Teacache-fastSpeedup=2.69×, Latency (s)=4.66, Resolution=512×5122026.05 | 0.948 | — | — | — | 0.3116 | 0.4773 | 0.5596 | 14.43 | — | |
| FORAN=32026.03 | 0.92 | 4,392.93 | 48.59 | 2.94 | 32.25 | 0.5 | 0.59 | 14.12 | — | |
| CAB-3NFE=10, gamma=0.22026.05 | 0.8856 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=102026.05 | 0.8689 | — | — | — | — | — | — | — | — | |
| BaseCondition=Accelerated Baseline2026.03 | 0.8677 | — | 41.13 | 1.79 | 35.14 | — | — | — | — | |
| DPM-Solver++NFE=102026.05 | 0.8069 | — | — | — | — | — | — | — | — | |
| STORKNFE=102026.05 | 0.7734 | — | — | — | — | — | — | — | — | |
| AB3NFE=102026.05 | 0.7662 | — | — | — | — | — | — | — | — | |
| AB2NFE=102026.05 | 0.7482 | — | — | — | — | — | — | — | — | |
| 20% stepsSampling steps=102026.03 | 0.73 | 2,583.51 | 25.54 | 5 | 32.24 | 0.57 | 0.57 | 13.45 | — | |
| FORAN=42026.03 | 0.7 | 3,359.99 | 38.41 | 3.84 | 31.98 | 0.58 | 0.53 | 13.13 | — | |
| CAB-3NFE=8, gamma=0.22026.05 | 0.676 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=82026.05 | 0.6561 | — | — | — | — | — | — | — | — | |
| EulerNFE=102026.05 | 0.6499 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=82026.05 | 0.5866 | — | — | — | — | — | — | — | — | |
| STORKNFE=82026.05 | 0.5512 | — | — | — | — | — | — | — | — | |
| AB3NFE=82026.05 | 0.5183 | — | — | — | — | — | — | — | — | |
| AB2NFE=82026.05 | 0.4996 | — | — | — | — | — | — | — | — | |
| HeunNFE=102026.05 | 0.4081 | — | — | — | — | — | — | — | — | |
| CAB-3NFE=6, gamma=0.22026.05 | 0.3798 | — | — | — | — | — | — | — | — | |
| EulerNFE=82026.05 | 0.3439 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=62026.05 | 0.3393 | — | — | — | — | — | — | — | — | |
| HeunNFE=82026.05 | 0.1499 | — | — | — | — | — | — | — | — | |
| STORKNFE=62026.05 | 0.1306 | — | — | — | — | — | — | — | — | |
| AB3NFE=62026.05 | 0.0975 | — | — | — | — | — | — | — | — | |
| AB2NFE=62026.05 | 0.0637 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=62026.05 | 0.0455 | — | — | — | — | — | — | — | — | |
| EulerNFE=62026.05 | -0.1279 | — | — | — | — | — | — | — | — | |
| HeunNFE=62026.05 | -0.2009 | — | — | — | — | — | — | — | — | |
| DBCache + TaylorSeerr=1.5, O=42026.01 | -0.227 | 2,070.26 | 9.7 | 3.37 | 29.753 | 0.625 | 0.646 | 16.574 | — | |
| CAB-3NFE=4, gamma=0.22026.05 | -0.3474 | — | — | — | — | — | — | — | — | |
| CAB-2NFE=42026.05 | -0.3544 | — | — | — | — | — | — | — | — | |
| STORKNFE=42026.05 | -0.5147 | — | — | — | — | — | — | — | — | |
| AB3NFE=42026.05 | -0.6414 | — | — | — | — | — | — | — | — | |
| AB2NFE=42026.05 | -0.6547 | — | — | — | — | — | — | — | — | |
| EulerNFE=42026.05 | -0.7949 | — | — | — | — | — | — | — | — | |
| HeunNFE=42026.05 | -1.1742 | — | — | — | — | — | — | — | — | |
| DPM-Solver++NFE=42026.05 | -1.3069 | — | — | — | — | — | — | — | — | |
| DBCacher=1.52026.01 | -2.059 | 2,070.26 | 9.57 | 3.41 | 15.499 | 0.889 | 0.129 | 5.559 | — | |
| 20% stepssampling_steps=10, quality_degradation=significant2026.04 | — | 2,583.51 | 25.92 | — | — | 0.52 | 0.61 | 28.59 | 4.89 | |
| 50 stepssampling_steps=502026.04 | — | 12,917.56 | 127.4 | — | — | 0 | 1 | — | 1 | |
| DuCaN=9, quality_degradation=significant2026.04 | — | 2,958.13 | 34.73 | — | — | 0.55 | 0.58 | 28.45 | 3.67 | |
| DuCaN=12, quality_degradation=significant2026.04 | — | 2,171.56 | 28.57 | — | — | 0.6 | 0.57 | 28.38 | 4.46 |